The 19-year-old singer recently revealed his latest ink of an angel with wings and long dark hair on his left forearm, reported OK! magazine.
Sources say it looks exactly like Gomez while others insist the tattoo could also represent Avalanna Routh, the little girl suffering from brain cancer.
Routh passed away last year and Bieber had also paid a tribute to the special fan during one of his concerts.